OUTRA
1 Intoduction
Hello, I’m Joseph from Morocco.
Inspired by Hans Rosling’s TED Talk, I taught myself data scraping, analysis, and visualization.
This non-academic approach has given me a unique perspective, as reflected in my projects—though it also means I may require a thorough onboarding process to align with team standards.
I’m open to starting as an intern, either full-time or part-time. Regarding time zones, I’m in UTC+1, but I’m flexible and can adjust my schedule to accommodate the team’s needs.
Feel free to reach me at joseph.ergo@proton.me, and to visit my website for more projects josephelhaddad.github.io.
This custom report, generated from processing 1.4 TB of public data locally, aims to explore the workforce dynamics of a company—up to 2020.
Essentially, I am doing research on a company that does research.
2 About the project
The project came to life after realizing that web scraping doesn’t allow deep-level filtering—without consuming too much time.The irony is, this project itself took me about a month, but the final RDB contains more data than I could ever scrape.
The raw data was 1.4 TB in size and holds information previously scraped.
Processing was done on my local machine using Python, Polars, and DuckDB, following this workflow:
- Processed raw data into structured Parquet files using Polars.
- Transformed each Parquet file into mini RDBs using Polars.
- Merged all mini RDBs into one using DuckDB.
- Analyzed and filtered data to fit the current project.
3 EDA
3.1 market research indestry’s yearly new recruit count
3.2 outra’s workforce status over the years
4 Workforce sample
4.1 Adelaide Coelho
Job title: Assessoria de imprensa vi festival internacional mã scara ibã rica
Associated: False
Socials: https://facebook.com/adelaide.coelho.96 | https://linkedin.com/in/adelaide-coelho-31a3676
4.1.1 Adelaide Coelho’s working period at outra
4.1.2 Gantt plot of Adelaide Coelho’s experience
4.2 Adriano Ex-Metropolitana
Job title: Porteiro
Associated: True
Socials: https://linkedin.com/in/adriano-ex-metropolitana-64827034
4.2.1 Adriano Ex-Metropolitana’s working period at outra
4.2.2 Gantt plot of Adriano Ex-Metropolitana’s experience
4.3 Ana Patrizzi
Job title: Advogado
Associated: True
Socials: https://linkedin.com/in/ana-gabriela-mazzi-patrizzi-312b9313b
4.3.1 Ana Patrizzi’s working period at outra
4.3.2 Gantt plot of Ana Patrizzi’s experience
4.4 Antonio Mourão
Job title: Sem cargo
Associated: False
Socials: https://linkedin.com/in/antonio-mourão-0b776110a
4.4.1 Antonio Mourão’s working period at outra
4.4.2 Gantt plot of Antonio Mourão’s experience
4.5 Bruna Lauxen
Job title: Professor
Associated: True
Socials: https://linkedin.com/in/bruna-lauxen-a5724328
4.5.1 Bruna Lauxen’s working period at outra
4.5.2 Gantt plot of Bruna Lauxen’s experience
4.6 Carolina Scarlat
Job title: Estudiantes
Associated: True
Socials: https://linkedin.com/in/carolina-scarlat-6a0905196
4.6.1 Carolina Scarlat’s working period at outra
4.6.2 Gantt plot of Carolina Scarlat’s experience
4.7 Clara Coutinho
Job title: Professora, designer, artista plã stica
Associated: True
Socials: https://linkedin.com/in/clara-coutinho-926b9247
4.7.1 Clara Coutinho’s working period at outra
4.7.2 Gantt plot of Clara Coutinho’s experience
4.8 Cristina Pedroso
Job title: Advogado
Associated: True
Socials: https://linkedin.com/in/cristina-vanessa-nunes-pedroso-97ab03198
4.8.1 Cristina Pedroso’s working period at outra
4.8.2 Gantt plot of Cristina Pedroso’s experience
4.9 Daniel Duarte
Job title: Profissional autã nomo
Associated: False
Socials: https://twitter.com/danielduarte64 | https://linkedin.com/in/daniel-duarte-3b8b2831
4.9.1 Daniel Duarte’s working period at outra
4.9.2 Gantt plot of Daniel Duarte’s experience
4.10 Egito Salvador
Job title: Tec informatica senior
Associated: True
Socials: https://linkedin.com/in/egito-salvador-1b2b1736 | https://twitter.com/salvador_egito
4.10.1 Egito Salvador’s working period at outra
4.10.2 Gantt plot of Egito Salvador’s experience
4.11 Elaine Souza
Job title: Nutricionista
Associated: True
Socials: https://linkedin.com/in/elaine-souza-612884140
4.11.1 Elaine Souza’s working period at outra
4.11.2 Gantt plot of Elaine Souza’s experience
4.12 Flora Joly
Job title: Client manager
Associated: True
Socials: https://linkedin.com/in/flora-joly-7673b485
4.12.1 Flora Joly’s working period at outra
4.12.2 Gantt plot of Flora Joly’s experience
4.13 Gilberto Cunha
Job title: Administrador
Associated: True
Socials: https://linkedin.com/in/gilberto-bonfim-cunha-18a37b121
4.13.1 Gilberto Cunha’s working period at outra
4.13.2 Gantt plot of Gilberto Cunha’s experience
4.14 Helio Silva
Job title: Seguranã a privada
Associated: True
Socials: https://linkedin.com/in/helio-silva-516a0611b
4.14.1 Helio Silva’s working period at outra
4.14.2 Gantt plot of Helio Silva’s experience
4.15 Igor Monakhov
Job title: Senior big data engineer
Associated: True
Socials: https://linkedin.com/in/igor-monakhov-69a107a | https://linkedin.com/in/imonahov
4.15.1 Igor Monakhov’s working period at outra
4.15.2 Gantt plot of Igor Monakhov’s experience
4.16 Isabella Bueno
Job title: Auxiliar de escritã³rio
Associated: True
Socials: https://linkedin.com/in/isabella-bueno-154145162
4.16.1 Isabella Bueno’s working period at outra
4.16.2 Gantt plot of Isabella Bueno’s experience
4.17 Jacob Goodwin
Job title: Consultant
Associated: False
Socials: https://linkedin.com/in/jacobxgoodwin
4.17.1 Jacob Goodwin’s working period at outra
4.17.2 Gantt plot of Jacob Goodwin’s experience
4.18 Josh Levy-Kramer
Job title: Data science lead
Associated: True
Socials: https://linkedin.com/in/joshlevykramer | https://github.com/joshlk | https://gravatar.com/joshlk100
4.18.1 Josh Levy-Kramer’s working period at outra
4.18.2 Gantt plot of Josh Levy-Kramer’s experience
4.19 Josiane Razera
Job title: Psicã³loga - consultoria em psicologia organizacional
Associated: False
Socials: https://linkedin.com/in/josiane-razera-63a1515a
4.19.1 Josiane Razera’s working period at outra
4.19.2 Gantt plot of Josiane Razera’s experience
4.20 Judite Pereira
Job title: Administrativa
Associated: True
Socials: https://linkedin.com/in/judite-pereira-7ba810b
4.20.1 Judite Pereira’s working period at outra
4.20.2 Gantt plot of Judite Pereira’s experience
4.21 Karine Silva
Job title: Cuidadora particular
Associated: False
Socials: https://linkedin.com/in/karine-silva-4b7732a7
4.21.1 Karine Silva’s working period at outra
4.21.2 Gantt plot of Karine Silva’s experience
4.22 Marcelo Coutinho
Job title: Outros
Associated: False
Socials: https://linkedin.com/in/marcelo-coutinho-64830381
4.22.1 Marcelo Coutinho’s working period at outra
4.22.2 Gantt plot of Marcelo Coutinho’s experience
4.23 Mario Morais
Job title: Pedreiro
Associated: True
Socials: https://linkedin.com/in/mario-fernandes-morais-47a101132
4.23.1 Mario Morais’s working period at outra
4.23.2 Gantt plot of Mario Morais’s experience
4.24 Matt Klaber
Job title: Software architect
Associated: True
Socials: https://linkedin.com/in/mattklaber | https://about.me/matt.klaber | https://facebook.com/klaber | https://twitter.com/maphu | https://instagram.com/maphu | https://plus.google.com/+mattklaber | https://flickr.com/people/maphu | https://klout.com/maphu | https://github.com/mklaber | https://foursquare.com/user/32892
4.24.1 Matt Klaber’s working period at outra
4.24.2 Gantt plot of Matt Klaber’s experience
4.25 Nadya Prinet
Job title: Estã gio
Associated: False
Socials: https://linkedin.com/in/nadya-prinet-b2612155
4.25.1 Nadya Prinet’s working period at outra
4.25.2 Gantt plot of Nadya Prinet’s experience
4.26 Paulo Es
Job title: Outro
Associated: True
Socials: https://linkedin.com/in/paulo-es-767028a1
4.26.1 Paulo Es’s working period at outra
4.26.2 Gantt plot of Paulo Es’s experience
4.27 Raimundo Filho
Job title: Diretoria
Associated: True
Socials: https://linkedin.com/in/raimundo-ferreira-costa-filho-94505338
4.27.1 Raimundo Filho’s working period at outra
4.27.2 Gantt plot of Raimundo Filho’s experience
4.28 Rony Lima
Job title: Tã cnico em seguranã a do trabalho
Associated: False
Socials: https://linkedin.com/in/rony-lima-9b843a66
4.28.1 Rony Lima’s working period at outra
4.28.2 Gantt plot of Rony Lima’s experience
4.29 Rui De Carvalho
Job title: D.g
Associated: True
Socials: https://linkedin.com/in/rui-de-carvalho-7b249364
4.29.1 Rui De Carvalho’s working period at outra
4.29.2 Gantt plot of Rui De Carvalho’s experience
4.30 Sean Field
Job title: Tableau data visualisation consultant
Associated: True
Socials: https://linkedin.com/in/sean-field-88482719
4.30.1 Sean Field’s working period at outra
4.30.2 Gantt plot of Sean Field’s experience
4.31 Susie Colucci
Job title: Caixa
Associated: True
Socials: https://linkedin.com/in/susie-colucci-149b80198
4.31.1 Susie Colucci’s working period at outra
4.31.2 Gantt plot of Susie Colucci’s experience
4.32 Thiago Ferreira
Job title: Arquiteto e urbanista
Associated: True
Socials: https://linkedin.com/in/thiago-ferreira-187434142
4.32.1 Thiago Ferreira’s working period at outra
4.32.2 Gantt plot of Thiago Ferreira’s experience
4.33 Thiago Ribas
Job title: Agente de vendas de serviã os
Associated: False
Socials: https://linkedin.com/in/thiago-ribas-9a087160
4.33.1 Thiago Ribas’s working period at outra
4.33.2 Gantt plot of Thiago Ribas’s experience
4.34 Valter Dionisio
Job title: Colaborador
Associated: True
Socials: https://linkedin.com/in/valter-dionisio-a885702a
4.34.1 Valter Dionisio’s working period at outra
4.34.2 Gantt plot of Valter Dionisio’s experience
4.35 Vicky Groombridge
Job title: Head of operations
Associated: True
Socials: https://linkedin.com/in/vicky-groombridge-52980328